Renewable Energy Group

ChatGPT Visibility Report

AI Brand Visibility for Renewable Energy Group (regi.com) shows an extremely low level of exposure in AI results, led by green energy investment opportunities with a Visibility Index of 23, an average rank of 7.0, and discovery in about 25% of sampled responses. Across all 5 entities linked to Renewable Energy Group, the average Visibility Index is about 8, with very limited LLM confidence at roughly 11% and very limited brand discovery around 10%. For the top entity green energy investment opportunities, AI responses show limited confidence at about 33% and very strong brand match near 81%, indicating extremely low visibility quality for the strongest touchpoint. In addition, sustainable fuel technology development shows extremely low visibility, combining a Visibility Index of 19 with limited discovery near 25% and limited confidence near 21%. In summary, Renewable Energy Group has limited current reach inside AI systems, making this a baseline from which to track gains as optimization work is rolled out.

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Company Name: Renewable Energy Group

Website: regi.com

Sector: Energy Leaderboard

Industry: Energy

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Relevant Entities

Renewable energy production solutions Sustainable fuel technology development Advanced biofuels and biomass Green energy investment opportunities Carbon management and emissions reduction See More Entities

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RankLens measures how visible a brand is inside large language models (LLMs). It runs controlled sampling of AI responses, tracks where and how often your brand is mentioned, and normalizes the results into a Visibility Index so you can benchmark and track AI brand presence over time. RankLens is based on Entity-Conditioned Probing + Resampling principles.

Rank (Avg)

Average ranking position of the entity across all sampling iterations (lower is better).

LLM Confidence

The normalized confidence score the LLM reports for its answers including your brand.

Brand Appearance (SoV)

How many times the brand or website appears in the sampled responses out of total iterations. Share of Voice (SoV): % of all responses the AI assigned to a brand compared to all other brands.

Brand Discovery

The probability (as a percentage) that the brand appears in an LLM response for the tested entities.

Brand Target

A normalized measure based on confidence interval width showing how tightly focused the LLM responses are on the brand.

Brand Match

Accuracy of matching the results to the intended brand name or website.

Visibility Index

An overall score out of 100 combining probability, confidence, and targeting to summarize AI brand visibility.

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